Kholod Ivan
Doctor of Technical Sciences, Dean of the Faculty of Computer Technologies and Informatics
St.-Petersburg Electrotechnical University «LETI»
Machine Learning for Big Data
Department of Information System
Для зачисления на курс требуется приглашение
About
The course covers three generations of Big Data platforms, distributed analytics, the concept of Map Reduce, streaming and federated learning.
Structure
- Chapter 1. Introduction to Big Data Analysis
- Module 1.1. Big Data
- Module 1.2. Data analysis methods
- Module 1.3. Generations of Big Data platforms
- Module 1.4. Distributed data analysis
- Chapter 2. Distributed Big Data Analysis
- Module 2.1. Computing for Big Data
- Module 2.2. Parallel training
- Module 2.3. Distributed learning. MapReduce
- Chapter 3. Federated Learning
- Module 3.1. New concept for distributed data analysis
- Module 3.2. Data distribution
- Module 3.3. Types of Federated Learning Systems
- Module 3.4. Federated learning frameworks
Course Staff
St.-Petersburg Electrotechnical University «LETI»